# Time Cost Measurement on SLP-Math (Learner performance prediction)

Source: [Time Cost Measurement on SLP-Math (Learner performance prediction)](<https://www.sota2.com/research/sota/time-cost-measurement-on-slp-math-learner-performance-prediction>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:06:30.572Z

Evaluation focusing specifically on the computational time cost required for models performing learner performance prediction on the SLP-Math dataset.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Learner performance prediction |
| Dataset (including any stated split) | SLP-Math |
| Metric | Time Cost |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Time Cost](<https://www.sota2.com/research/sota/time-cost-measurement-on-slp-math-learner-performance-prediction.md?metric=Time%20Cost>): Lower is better; unit: TIME.

## Recorded results

| Method | Time Cost | Result date | Report paper |
| --- | --- | --- | --- |
| DINA | 0.5 | Not recorded | 69608b6953fdd5c361744268 |
| KSCD | 0.7 | Not recorded | 69608b6953fdd5c361744268 |
| MIRT | 0.8 | Not recorded | 69608b6953fdd5c361744268 |
| MF | 0.9 | Not recorded | 69608b6953fdd5c361744268 |
| IRT | 1.1 | Not recorded | 69608b6953fdd5c361744268 |
| KaNCD | 1.4 | Not recorded | 69608b6953fdd5c361744268 |
| NCD | 1.8 | Not recorded | 69608b6953fdd5c361744268 |
| ORCDF | 5.5 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 30.6 | Not recorded | 69608b6953fdd5c361744268 |
| RCD | 31.3 | Not recorded | 69608b6953fdd5c361744268 |
| ReliCD | 48.6 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 51.7 | Not recorded | 69608b6953fdd5c361744268 |

### DINA

Time Cost: 0.5. Result ID: 6998b0995698665ec4136272.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KSCD

Time Cost: 0.7. Result ID: 6998b0995698665ec4136278.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MIRT

Time Cost: 0.8. Result ID: 6998b0995698665ec4136274.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MF

Time Cost: 0.9. Result ID: 6998b0995698665ec4136275.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IRT

Time Cost: 1.1. Result ID: 6998b0995698665ec4136273.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KaNCD

Time Cost: 1.4. Result ID: 6998b0995698665ec4136279.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NCD

Time Cost: 1.8. Result ID: 6998b0995698665ec4136276.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67231e209131cea149bf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ORCDF

Time Cost: 5.5. Result ID: 6998b0995698665ec413627b.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744c1e209131cea60dff.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EMO-NAS-CD

Time Cost: 30.6. Result ID: 6998b0995698665ec413627c.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RCD

Time Cost: 31.3. Result ID: 6998b0995698665ec4136277.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ReliCD

Time Cost: 48.6. Result ID: 6998b0995698665ec413627a.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d91e209131cea53580.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OSCD

Time Cost: 51.7. Result ID: 6998b0995698665ec413627d.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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